Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 40768 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.4 MiB |
| Average record size in memory | 88.0 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:05:38.915871 |
|---|---|
| Analysis finished | 2020-08-25 00:05:59.571071 |
| Duration | 20.66 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
X1
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4995133193110154 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05000000075 |
| Q1 | 0.2529999912 |
| median | 0.4990000129 |
| Q3 | 0.7480000257 |
| 95-th percentile | 0.9499999881 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4950000346 |
Descriptive statistics
| Standard deviation | 0.2881766115 |
|---|---|
| Coefficient of variation (CV) | 0.5769147696 |
| Kurtosis | -1.193385353 |
| Mean | 0.4995133193 |
| Median Absolute Deviation (MAD) | 0.2479999661 |
| Skewness | 0.002974340935 |
| Sum | 20364.159 |
| Variance | 0.08304575943 |
| Value | Count | Frequency (%) | |
| 0.02600000054 | 66 | 0.2% | |
| 0.3779999912 | 64 | 0.2% | |
| 0.01899999939 | 60 | 0.1% | |
| 0.8669999838 | 59 | 0.1% | |
| 0.1439999938 | 59 | 0.1% | |
| 0.6800000072 | 59 | 0.1% | |
| 0.4370000064 | 58 | 0.1% | |
| 0.9129999876 | 58 | 0.1% | |
| 0.7319999933 | 57 | 0.1% | |
| 0.3610000014 | 57 | 0.1% | |
| 0.8109999895 | 56 | 0.1% | |
| 0.3030000031 | 55 | 0.1% | |
| 0.3709999919 | 54 | 0.1% | |
| 0.3109999895 | 54 | 0.1% | |
| 0.1140000001 | 54 | 0.1% | |
| 0.1220000014 | 54 | 0.1% | |
| 0.4810000062 | 54 | 0.1% | |
| 0.3889999986 | 54 | 0.1% | |
| 0.9060000181 | 53 | 0.1% | |
| 0.01400000043 | 53 | 0.1% | |
| 0.6380000114 | 53 | 0.1% | |
| 0.398999989 | 53 | 0.1% | |
| 0.4819999933 | 53 | 0.1% | |
| 0.5780000091 | 53 | 0.1% | |
| 0.6330000162 | 53 | 0.1% | |
| Other values (976) | 39365 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 12 | < 0.1% | |
| 0.001000000047 | 36 | 0.1% | |
| 0.002000000095 | 45 | 0.1% | |
| 0.003000000026 | 36 | 0.1% | |
| 0.00400000019 | 37 | 0.1% | |
| 0.004999999888 | 46 | 0.1% | |
| 0.006000000052 | 36 | 0.1% | |
| 0.007000000216 | 41 | 0.1% | |
| 0.00800000038 | 37 | 0.1% | |
| 0.008999999613 | 44 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 22 | 0.1% | |
| 0.9990000129 | 35 | 0.1% | |
| 0.9980000257 | 39 | 0.1% | |
| 0.996999979 | 43 | 0.1% | |
| 0.9959999919 | 39 | 0.1% | |
| 0.9950000048 | 50 | 0.1% | |
| 0.9940000176 | 34 | 0.1% | |
| 0.9929999709 | 48 | 0.1% | |
| 0.9919999838 | 38 | 0.1% | |
| 0.9909999967 | 44 | 0.1% |
X2
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5021512461662525 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 20 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05200000107 |
| Q1 | 0.2529999912 |
| median | 0.503000021 |
| Q3 | 0.753000021 |
| 95-th percentile | 0.9520000219 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5000000298 |
Descriptive statistics
| Standard deviation | 0.2883271009 |
|---|---|
| Coefficient of variation (CV) | 0.5741837804 |
| Kurtosis | -1.19668029 |
| Mean | 0.5021512462 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.003141231683 |
| Sum | 20471.702 |
| Variance | 0.08313251709 |
| Value | Count | Frequency (%) | |
| 0.3880000114 | 64 | 0.2% | |
| 0.7009999752 | 60 | 0.1% | |
| 0.925999999 | 60 | 0.1% | |
| 0.4850000143 | 59 | 0.1% | |
| 0.4880000055 | 59 | 0.1% | |
| 0.1829999983 | 58 | 0.1% | |
| 0.04500000179 | 57 | 0.1% | |
| 0.8019999862 | 57 | 0.1% | |
| 0.3670000136 | 56 | 0.1% | |
| 0.2689999938 | 55 | 0.1% | |
| 0.6850000024 | 55 | 0.1% | |
| 0.5989999771 | 55 | 0.1% | |
| 0.7639999986 | 55 | 0.1% | |
| 0.3540000021 | 55 | 0.1% | |
| 0.3339999914 | 55 | 0.1% | |
| 0.5379999876 | 54 | 0.1% | |
| 0.8100000024 | 54 | 0.1% | |
| 0.6090000272 | 54 | 0.1% | |
| 0.4799999893 | 54 | 0.1% | |
| 0.1019999981 | 54 | 0.1% | |
| 0.8960000277 | 54 | 0.1% | |
| 0.9909999967 | 54 | 0.1% | |
| 0.3370000124 | 54 | 0.1% | |
| 0.4550000131 | 53 | 0.1% | |
| 0.1140000001 | 53 | 0.1% | |
| Other values (976) | 39370 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 20 | < 0.1% | |
| 0.001000000047 | 38 | 0.1% | |
| 0.002000000095 | 33 | 0.1% | |
| 0.003000000026 | 41 | 0.1% | |
| 0.00400000019 | 42 | 0.1% | |
| 0.004999999888 | 30 | 0.1% | |
| 0.006000000052 | 31 | 0.1% | |
| 0.007000000216 | 41 | 0.1% | |
| 0.00800000038 | 32 | 0.1% | |
| 0.008999999613 | 38 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 15 | < 0.1% | |
| 0.9990000129 | 41 | 0.1% | |
| 0.9980000257 | 45 | 0.1% | |
| 0.996999979 | 53 | 0.1% | |
| 0.9959999919 | 38 | 0.1% | |
| 0.9950000048 | 48 | 0.1% | |
| 0.9940000176 | 39 | 0.1% | |
| 0.9929999709 | 33 | 0.1% | |
| 0.9919999838 | 39 | 0.1% | |
| 0.9909999967 | 54 | 0.1% |
X3
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4969697066534646 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 21 |
| Zeros (%) | 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04899999872 |
| Q1 | 0.25 |
| median | 0.4959999919 |
| Q3 | 0.7440000176 |
| 95-th percentile | 0.9480000138 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4940000176 |
Descriptive statistics
| Standard deviation | 0.2873078378 |
|---|---|
| Coefficient of variation (CV) | 0.5781194185 |
| Kurtosis | -1.187350915 |
| Mean | 0.4969697067 |
| Median Absolute Deviation (MAD) | 0.246999979 |
| Skewness | 0.009087962138 |
| Sum | 20260.461 |
| Variance | 0.08254579366 |
| Value | Count | Frequency (%) | |
| 0.03099999949 | 64 | 0.2% | |
| 0.9789999723 | 63 | 0.2% | |
| 0.112999998 | 61 | 0.1% | |
| 0.8529999852 | 60 | 0.1% | |
| 0.7879999876 | 60 | 0.1% | |
| 0.7129999995 | 57 | 0.1% | |
| 0.4009999931 | 57 | 0.1% | |
| 0.5019999743 | 57 | 0.1% | |
| 0.3350000083 | 56 | 0.1% | |
| 0.3869999945 | 56 | 0.1% | |
| 0.9300000072 | 56 | 0.1% | |
| 0.3199999928 | 56 | 0.1% | |
| 0.8769999743 | 56 | 0.1% | |
| 0.6999999881 | 56 | 0.1% | |
| 0.5469999909 | 55 | 0.1% | |
| 0.5720000267 | 55 | 0.1% | |
| 0.01400000043 | 55 | 0.1% | |
| 0.273999989 | 55 | 0.1% | |
| 0.2980000079 | 55 | 0.1% | |
| 0.324000001 | 55 | 0.1% | |
| 0.3160000145 | 55 | 0.1% | |
| 0.4070000052 | 54 | 0.1% | |
| 0.6340000033 | 54 | 0.1% | |
| 0.2460000068 | 54 | 0.1% | |
| 0.4740000069 | 54 | 0.1% | |
| Other values (976) | 39352 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 21 | 0.1% | |
| 0.001000000047 | 45 | 0.1% | |
| 0.002000000095 | 38 | 0.1% | |
| 0.003000000026 | 41 | 0.1% | |
| 0.00400000019 | 49 | 0.1% | |
| 0.004999999888 | 41 | 0.1% | |
| 0.006000000052 | 48 | 0.1% | |
| 0.007000000216 | 35 | 0.1% | |
| 0.00800000038 | 26 | 0.1% | |
| 0.008999999613 | 40 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 23 | 0.1% | |
| 0.9990000129 | 36 | 0.1% | |
| 0.9980000257 | 34 | 0.1% | |
| 0.996999979 | 38 | 0.1% | |
| 0.9959999919 | 51 | 0.1% | |
| 0.9950000048 | 50 | 0.1% | |
| 0.9940000176 | 47 | 0.1% | |
| 0.9929999709 | 38 | 0.1% | |
| 0.9919999838 | 39 | 0.1% | |
| 0.9909999967 | 36 | 0.1% |
X4
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.500453591091277 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 28 |
| Zeros (%) | 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05000000075 |
| Q1 | 0.25 |
| median | 0.4979999959 |
| Q3 | 0.7509999871 |
| 95-th percentile | 0.9499999881 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5009999871 |
Descriptive statistics
| Standard deviation | 0.2890108348 |
|---|---|
| Coefficient of variation (CV) | 0.577497774 |
| Kurtosis | -1.202092672 |
| Mean | 0.5004535911 |
| Median Absolute Deviation (MAD) | 0.251000002 |
| Skewness | -0.001883881862 |
| Sum | 20402.492 |
| Variance | 0.08352726265 |
| Value | Count | Frequency (%) | |
| 0.75 | 65 | 0.2% | |
| 0.9139999747 | 62 | 0.2% | |
| 0.4860000014 | 62 | 0.2% | |
| 0.4609999955 | 62 | 0.2% | |
| 0.1770000011 | 60 | 0.1% | |
| 0.3030000031 | 60 | 0.1% | |
| 0.4699999988 | 58 | 0.1% | |
| 0.6579999924 | 58 | 0.1% | |
| 0.8410000205 | 58 | 0.1% | |
| 0.0680000037 | 58 | 0.1% | |
| 0.9649999738 | 57 | 0.1% | |
| 0.8980000019 | 57 | 0.1% | |
| 0.6150000095 | 57 | 0.1% | |
| 0.8379999995 | 56 | 0.1% | |
| 0.9070000052 | 56 | 0.1% | |
| 0.4659999907 | 56 | 0.1% | |
| 0.3350000083 | 56 | 0.1% | |
| 0.8130000234 | 55 | 0.1% | |
| 0.5839999914 | 55 | 0.1% | |
| 0.8059999943 | 55 | 0.1% | |
| 0.2689999938 | 55 | 0.1% | |
| 0.4569999874 | 55 | 0.1% | |
| 0.7839999795 | 55 | 0.1% | |
| 0.6859999895 | 54 | 0.1% | |
| 0.1580000073 | 54 | 0.1% | |
| Other values (976) | 39332 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 28 | 0.1% | |
| 0.001000000047 | 30 | 0.1% | |
| 0.002000000095 | 38 | 0.1% | |
| 0.003000000026 | 38 | 0.1% | |
| 0.00400000019 | 35 | 0.1% | |
| 0.004999999888 | 37 | 0.1% | |
| 0.006000000052 | 41 | 0.1% | |
| 0.007000000216 | 51 | 0.1% | |
| 0.00800000038 | 46 | 0.1% | |
| 0.008999999613 | 46 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 19 | < 0.1% | |
| 0.9990000129 | 33 | 0.1% | |
| 0.9980000257 | 34 | 0.1% | |
| 0.996999979 | 35 | 0.1% | |
| 0.9959999919 | 38 | 0.1% | |
| 0.9950000048 | 44 | 0.1% | |
| 0.9940000176 | 31 | 0.1% | |
| 0.9929999709 | 47 | 0.1% | |
| 0.9919999838 | 34 | 0.1% | |
| 0.9909999967 | 43 | 0.1% |
X5
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4985624018419907 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 22 |
| Zeros (%) | 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04899999872 |
| Q1 | 0.2479999959 |
| median | 0.4970000088 |
| Q3 | 0.75 |
| 95-th percentile | 0.9480000138 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5020000041 |
Descriptive statistics
| Standard deviation | 0.2891730148 |
|---|---|
| Coefficient of variation (CV) | 0.5800136828 |
| Kurtosis | -1.203190918 |
| Mean | 0.4985624018 |
| Median Absolute Deviation (MAD) | 0.2510000169 |
| Skewness | 0.002429901133 |
| Sum | 20325.392 |
| Variance | 0.08362103249 |
| Value | Count | Frequency (%) | |
| 0.2829999924 | 62 | 0.2% | |
| 0.5120000243 | 62 | 0.2% | |
| 0.2759999931 | 60 | 0.1% | |
| 0.6409999728 | 59 | 0.1% | |
| 0.7919999957 | 59 | 0.1% | |
| 0.9250000119 | 58 | 0.1% | |
| 0.01400000043 | 58 | 0.1% | |
| 0.3059999943 | 58 | 0.1% | |
| 0.898999989 | 58 | 0.1% | |
| 0.8980000019 | 57 | 0.1% | |
| 0.04500000179 | 56 | 0.1% | |
| 0.5189999938 | 56 | 0.1% | |
| 0.0700000003 | 56 | 0.1% | |
| 0.04600000009 | 56 | 0.1% | |
| 0.4250000119 | 55 | 0.1% | |
| 0.3819999993 | 55 | 0.1% | |
| 0.8429999948 | 55 | 0.1% | |
| 0.5799999833 | 55 | 0.1% | |
| 0.4779999852 | 55 | 0.1% | |
| 0.4930000007 | 55 | 0.1% | |
| 0.09000000358 | 54 | 0.1% | |
| 0.4180000126 | 54 | 0.1% | |
| 0.01099999994 | 54 | 0.1% | |
| 0.3379999995 | 54 | 0.1% | |
| 0.6899999976 | 54 | 0.1% | |
| Other values (976) | 39353 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 22 | 0.1% | |
| 0.001000000047 | 36 | 0.1% | |
| 0.002000000095 | 38 | 0.1% | |
| 0.003000000026 | 43 | 0.1% | |
| 0.00400000019 | 46 | 0.1% | |
| 0.004999999888 | 51 | 0.1% | |
| 0.006000000052 | 50 | 0.1% | |
| 0.007000000216 | 42 | 0.1% | |
| 0.00800000038 | 35 | 0.1% | |
| 0.008999999613 | 37 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 15 | < 0.1% | |
| 0.9990000129 | 43 | 0.1% | |
| 0.9980000257 | 40 | 0.1% | |
| 0.996999979 | 43 | 0.1% | |
| 0.9959999919 | 36 | 0.1% | |
| 0.9950000048 | 42 | 0.1% | |
| 0.9940000176 | 40 | 0.1% | |
| 0.9929999709 | 42 | 0.1% | |
| 0.9919999838 | 46 | 0.1% | |
| 0.9909999967 | 38 | 0.1% |
X6
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5002701874844183 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 19 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05000000075 |
| Q1 | 0.2509999871 |
| median | 0.5009999871 |
| Q3 | 0.7490000129 |
| 95-th percentile | 0.9480000138 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4980000257 |
Descriptive statistics
| Standard deviation | 0.2876367678 |
|---|---|
| Coefficient of variation (CV) | 0.5749628401 |
| Kurtosis | -1.193424759 |
| Mean | 0.5002701875 |
| Median Absolute Deviation (MAD) | 0.2489999831 |
| Skewness | -0.004213610672 |
| Sum | 20395.015 |
| Variance | 0.0827349102 |
| Value | Count | Frequency (%) | |
| 0.1529999971 | 63 | 0.2% | |
| 0.675999999 | 59 | 0.1% | |
| 0.4959999919 | 59 | 0.1% | |
| 0.003000000026 | 58 | 0.1% | |
| 0.201000005 | 57 | 0.1% | |
| 0.199000001 | 57 | 0.1% | |
| 0.1140000001 | 57 | 0.1% | |
| 0.57099998 | 57 | 0.1% | |
| 0.6769999862 | 56 | 0.1% | |
| 0.7360000014 | 56 | 0.1% | |
| 0.03500000015 | 56 | 0.1% | |
| 0.2409999967 | 56 | 0.1% | |
| 0.2939999998 | 56 | 0.1% | |
| 0.3459999859 | 56 | 0.1% | |
| 0.1519999951 | 56 | 0.1% | |
| 0.3849999905 | 56 | 0.1% | |
| 0.8330000043 | 56 | 0.1% | |
| 0.9190000296 | 56 | 0.1% | |
| 0.9169999957 | 55 | 0.1% | |
| 0.9200000167 | 55 | 0.1% | |
| 0.4869999886 | 55 | 0.1% | |
| 0.5910000205 | 55 | 0.1% | |
| 0.5939999819 | 55 | 0.1% | |
| 0.4110000134 | 55 | 0.1% | |
| 0.300999999 | 55 | 0.1% | |
| Other values (976) | 39356 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 19 | < 0.1% | |
| 0.001000000047 | 46 | 0.1% | |
| 0.002000000095 | 36 | 0.1% | |
| 0.003000000026 | 58 | 0.1% | |
| 0.00400000019 | 44 | 0.1% | |
| 0.004999999888 | 36 | 0.1% | |
| 0.006000000052 | 48 | 0.1% | |
| 0.007000000216 | 29 | 0.1% | |
| 0.00800000038 | 36 | 0.1% | |
| 0.008999999613 | 34 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 19 | < 0.1% | |
| 0.9990000129 | 37 | 0.1% | |
| 0.9980000257 | 33 | 0.1% | |
| 0.996999979 | 50 | 0.1% | |
| 0.9959999919 | 30 | 0.1% | |
| 0.9950000048 | 44 | 0.1% | |
| 0.9940000176 | 46 | 0.1% | |
| 0.9929999709 | 35 | 0.1% | |
| 0.9919999838 | 41 | 0.1% | |
| 0.9909999967 | 32 | 0.1% |
X7
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5011888246135326 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05000000075 |
| Q1 | 0.2529999912 |
| median | 0.5019999743 |
| Q3 | 0.7509999871 |
| 95-th percentile | 0.9499999881 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4979999959 |
Descriptive statistics
| Standard deviation | 0.2883729849 |
|---|---|
| Coefficient of variation (CV) | 0.5753779229 |
| Kurtosis | -1.197334192 |
| Mean | 0.5011888246 |
| Median Absolute Deviation (MAD) | 0.2490000129 |
| Skewness | -0.0001450202439 |
| Sum | 20432.466 |
| Variance | 0.08315897842 |
| Value | Count | Frequency (%) | |
| 0.2939999998 | 64 | 0.2% | |
| 0.8379999995 | 62 | 0.2% | |
| 0.03500000015 | 61 | 0.1% | |
| 0.123999998 | 60 | 0.1% | |
| 0.112999998 | 59 | 0.1% | |
| 0.5860000253 | 59 | 0.1% | |
| 0.5939999819 | 58 | 0.1% | |
| 0.5479999781 | 58 | 0.1% | |
| 0.3950000107 | 58 | 0.1% | |
| 0.5139999986 | 58 | 0.1% | |
| 0.2039999962 | 57 | 0.1% | |
| 0.6629999876 | 57 | 0.1% | |
| 0.4959999919 | 57 | 0.1% | |
| 0.5619999766 | 57 | 0.1% | |
| 0.2310000062 | 57 | 0.1% | |
| 0.3740000129 | 57 | 0.1% | |
| 0.6919999719 | 56 | 0.1% | |
| 0.4180000126 | 56 | 0.1% | |
| 0.1959999949 | 56 | 0.1% | |
| 0.5080000162 | 56 | 0.1% | |
| 0.8500000238 | 56 | 0.1% | |
| 0.7009999752 | 55 | 0.1% | |
| 0.7919999957 | 55 | 0.1% | |
| 0.9440000057 | 55 | 0.1% | |
| 0.47299999 | 55 | 0.1% | |
| Other values (976) | 39329 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 15 | < 0.1% | |
| 0.001000000047 | 36 | 0.1% | |
| 0.002000000095 | 42 | 0.1% | |
| 0.003000000026 | 31 | 0.1% | |
| 0.00400000019 | 54 | 0.1% | |
| 0.004999999888 | 48 | 0.1% | |
| 0.006000000052 | 42 | 0.1% | |
| 0.007000000216 | 36 | 0.1% | |
| 0.00800000038 | 33 | 0.1% | |
| 0.008999999613 | 40 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 27 | 0.1% | |
| 0.9990000129 | 36 | 0.1% | |
| 0.9980000257 | 44 | 0.1% | |
| 0.996999979 | 53 | 0.1% | |
| 0.9959999919 | 39 | 0.1% | |
| 0.9950000048 | 40 | 0.1% | |
| 0.9940000176 | 49 | 0.1% | |
| 0.9929999709 | 34 | 0.1% | |
| 0.9919999838 | 36 | 0.1% | |
| 0.9909999967 | 41 | 0.1% |
X8
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.500311616972539 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 28 |
| Zeros (%) | 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05099999905 |
| Q1 | 0.248999998 |
| median | 0.5019999743 |
| Q3 | 0.75 |
| 95-th percentile | 0.9499999881 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.501000002 |
Descriptive statistics
| Standard deviation | 0.2888849667 |
|---|---|
| Coefficient of variation (CV) | 0.5774100718 |
| Kurtosis | -1.197522298 |
| Mean | 0.500311617 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.001227680828 |
| Sum | 20396.704 |
| Variance | 0.08345452396 |
| Value | Count | Frequency (%) | |
| 0.2759999931 | 68 | 0.2% | |
| 0.4580000043 | 67 | 0.2% | |
| 0.2090000063 | 61 | 0.1% | |
| 0.8169999719 | 58 | 0.1% | |
| 0.5310000181 | 57 | 0.1% | |
| 0.07699999958 | 56 | 0.1% | |
| 0.574000001 | 56 | 0.1% | |
| 0.8159999847 | 56 | 0.1% | |
| 0.1580000073 | 56 | 0.1% | |
| 0.09700000286 | 55 | 0.1% | |
| 0.9900000095 | 55 | 0.1% | |
| 0.871999979 | 55 | 0.1% | |
| 0.7829999924 | 55 | 0.1% | |
| 0.6169999838 | 55 | 0.1% | |
| 0.08799999952 | 54 | 0.1% | |
| 0.9689999819 | 54 | 0.1% | |
| 0.9359999895 | 54 | 0.1% | |
| 0.2440000027 | 54 | 0.1% | |
| 0.2450000048 | 54 | 0.1% | |
| 0.3560000062 | 54 | 0.1% | |
| 0.6579999924 | 54 | 0.1% | |
| 0.08200000226 | 53 | 0.1% | |
| 0.898999989 | 53 | 0.1% | |
| 0.6100000143 | 53 | 0.1% | |
| 0.7049999833 | 53 | 0.1% | |
| Other values (976) | 39368 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 28 | 0.1% | |
| 0.001000000047 | 41 | 0.1% | |
| 0.002000000095 | 42 | 0.1% | |
| 0.003000000026 | 43 | 0.1% | |
| 0.00400000019 | 50 | 0.1% | |
| 0.004999999888 | 42 | 0.1% | |
| 0.006000000052 | 42 | 0.1% | |
| 0.007000000216 | 38 | 0.1% | |
| 0.00800000038 | 39 | 0.1% | |
| 0.008999999613 | 35 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 18 | < 0.1% | |
| 0.9990000129 | 43 | 0.1% | |
| 0.9980000257 | 42 | 0.1% | |
| 0.996999979 | 48 | 0.1% | |
| 0.9959999919 | 28 | 0.1% | |
| 0.9950000048 | 47 | 0.1% | |
| 0.9940000176 | 51 | 0.1% | |
| 0.9929999709 | 28 | 0.1% | |
| 0.9919999838 | 42 | 0.1% | |
| 0.9909999967 | 46 | 0.1% |
X9
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4971280904914241 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04899999872 |
| Q1 | 0.2479999959 |
| median | 0.4939999878 |
| Q3 | 0.746999979 |
| 95-th percentile | 0.949000001 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4989999831 |
Descriptive statistics
| Standard deviation | 0.2881554366 |
|---|---|
| Coefficient of variation (CV) | 0.5796402218 |
| Kurtosis | -1.196749519 |
| Mean | 0.4971280905 |
| Median Absolute Deviation (MAD) | 0.2489999831 |
| Skewness | 0.0151352414 |
| Sum | 20266.91799 |
| Variance | 0.08303355566 |
| Value | Count | Frequency (%) | |
| 0.008999999613 | 63 | 0.2% | |
| 0.1689999998 | 62 | 0.2% | |
| 0.6629999876 | 61 | 0.1% | |
| 0.773999989 | 60 | 0.1% | |
| 0.949000001 | 60 | 0.1% | |
| 0.1089999974 | 59 | 0.1% | |
| 0.5429999828 | 57 | 0.1% | |
| 0.8679999709 | 57 | 0.1% | |
| 0.2189999968 | 57 | 0.1% | |
| 0.8629999757 | 56 | 0.1% | |
| 0.4979999959 | 56 | 0.1% | |
| 0.7070000172 | 55 | 0.1% | |
| 0.2960000038 | 55 | 0.1% | |
| 0.675999999 | 55 | 0.1% | |
| 0.300999999 | 55 | 0.1% | |
| 0.4769999981 | 55 | 0.1% | |
| 0.6679999828 | 55 | 0.1% | |
| 0.8190000057 | 55 | 0.1% | |
| 0.2860000134 | 54 | 0.1% | |
| 0.925999999 | 54 | 0.1% | |
| 0.009999999776 | 54 | 0.1% | |
| 0.6610000134 | 54 | 0.1% | |
| 0.2879999876 | 54 | 0.1% | |
| 0.06100000069 | 54 | 0.1% | |
| 0.3560000062 | 54 | 0.1% | |
| Other values (976) | 39357 | 96.5% |
| Value | Count | Frequency (%) | |
| 0 | 18 | < 0.1% | |
| 0.001000000047 | 42 | 0.1% | |
| 0.002000000095 | 41 | 0.1% | |
| 0.003000000026 | 29 | 0.1% | |
| 0.00400000019 | 42 | 0.1% | |
| 0.004999999888 | 36 | 0.1% | |
| 0.006000000052 | 43 | 0.1% | |
| 0.007000000216 | 40 | 0.1% | |
| 0.00800000038 | 32 | 0.1% | |
| 0.008999999613 | 63 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 19 | < 0.1% | |
| 0.9990000129 | 41 | 0.1% | |
| 0.9980000257 | 30 | 0.1% | |
| 0.996999979 | 45 | 0.1% | |
| 0.9959999919 | 45 | 0.1% | |
| 0.9950000048 | 43 | 0.1% | |
| 0.9940000176 | 41 | 0.1% | |
| 0.9929999709 | 39 | 0.1% | |
| 0.9919999838 | 45 | 0.1% | |
| 0.9909999967 | 41 | 0.1% |
X10
Real number (ℝ≥0)
| Distinct count | 1001 |
|---|---|
| Unique (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5004954375609876 |
|---|---|
| Minimum | 0.0 |
| Maximum | 1.0 |
| Zeros | 19 |
| Zeros (%) | < 0.1% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04899999872 |
| Q1 | 0.2520000041 |
| median | 0.5009999871 |
| Q3 | 0.7509999871 |
| 95-th percentile | 0.949000001 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.4989999831 |
Descriptive statistics
| Standard deviation | 0.2884477619 |
|---|---|
| Coefficient of variation (CV) | 0.5763244582 |
| Kurtosis | -1.198018532 |
| Mean | 0.5004954376 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | -0.003553635336 |
| Sum | 20404.198 |
| Variance | 0.08320211133 |
| Value | Count | Frequency (%) | |
| 0.02400000021 | 63 | 0.2% | |
| 0.3429999948 | 60 | 0.1% | |
| 0.4180000126 | 59 | 0.1% | |
| 0.4110000134 | 59 | 0.1% | |
| 0.09000000358 | 59 | 0.1% | |
| 0.9850000143 | 58 | 0.1% | |
| 0.2099999934 | 57 | 0.1% | |
| 0.5410000086 | 57 | 0.1% | |
| 0.1770000011 | 56 | 0.1% | |
| 0.4189999998 | 56 | 0.1% | |
| 0.08399999887 | 56 | 0.1% | |
| 0.05900000036 | 56 | 0.1% | |
| 0.3670000136 | 55 | 0.1% | |
| 0.3740000129 | 55 | 0.1% | |
| 0.2140000015 | 55 | 0.1% | |
| 0.01899999939 | 55 | 0.1% | |
| 0.1180000007 | 55 | 0.1% | |
| 0.8790000081 | 55 | 0.1% | |
| 0.2899999917 | 54 | 0.1% | |
| 0.5580000281 | 54 | 0.1% | |
| 0.4090000093 | 53 | 0.1% | |
| 0.5569999814 | 53 | 0.1% | |
| 0.4440000057 | 53 | 0.1% | |
| 0.2090000063 | 53 | 0.1% | |
| 0.3199999928 | 53 | 0.1% | |
| Other values (976) | 39369 | 96.6% |
| Value | Count | Frequency (%) | |
| 0 | 19 | < 0.1% | |
| 0.001000000047 | 49 | 0.1% | |
| 0.002000000095 | 44 | 0.1% | |
| 0.003000000026 | 27 | 0.1% | |
| 0.00400000019 | 43 | 0.1% | |
| 0.004999999888 | 51 | 0.1% | |
| 0.006000000052 | 48 | 0.1% | |
| 0.007000000216 | 47 | 0.1% | |
| 0.00800000038 | 43 | 0.1% | |
| 0.008999999613 | 33 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 18 | < 0.1% | |
| 0.9990000129 | 42 | 0.1% | |
| 0.9980000257 | 26 | 0.1% | |
| 0.996999979 | 40 | 0.1% | |
| 0.9959999919 | 36 | 0.1% | |
| 0.9950000048 | 37 | 0.1% | |
| 0.9940000176 | 46 | 0.1% | |
| 0.9929999709 | 46 | 0.1% | |
| 0.9919999838 | 37 | 0.1% | |
| 0.9909999967 | 42 | 0.1% |
target
Real number (ℝ)
| Distinct count | 17396 |
|---|---|
| Unique (%) | 42.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.407828567524549 |
|---|---|
| Minimum | -1.2280000448226929 |
| Maximum | 30.52199935913086 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 318.6 KiB |
Quantile statistics
| Minimum | -1.228000045 |
|---|---|
| 5-th percentile | 6.10305016 |
| Q1 | 10.85099983 |
| median | 14.42350006 |
| Q3 | 17.96125031 |
| 95-th percentile | 22.60794983 |
| Maximum | 30.52199936 |
| Range | 31.7499994 |
| Interquartile range (IQR) | 7.110250473 |
Descriptive statistics
| Standard deviation | 4.997152837 |
|---|---|
| Coefficient of variation (CV) | 0.346835945 |
| Kurtosis | -0.425629996 |
| Mean | 14.40782857 |
| Median Absolute Deviation (MAD) | 3.555500031 |
| Skewness | 0.001245404621 |
| Sum | 587378.355 |
| Variance | 24.97153648 |
| Value | Count | Frequency (%) | |
| 17.70999908 | 12 | < 0.1% | |
| 15.53100014 | 12 | < 0.1% | |
| 14.51799965 | 11 | < 0.1% | |
| 14.65799999 | 11 | < 0.1% | |
| 15.17800045 | 11 | < 0.1% | |
| 13.72299957 | 10 | < 0.1% | |
| 10.40400028 | 10 | < 0.1% | |
| 12.93099976 | 10 | < 0.1% | |
| 16.12999916 | 10 | < 0.1% | |
| 17.00799942 | 10 | < 0.1% | |
| 18.01000023 | 10 | < 0.1% | |
| 16.35099983 | 9 | < 0.1% | |
| 18.04000092 | 9 | < 0.1% | |
| 9.920999527 | 9 | < 0.1% | |
| 11.97399998 | 9 | < 0.1% | |
| 13.27600002 | 9 | < 0.1% | |
| 13.87699986 | 9 | < 0.1% | |
| 12.59000015 | 9 | < 0.1% | |
| 14.16600037 | 9 | < 0.1% | |
| 14.9119997 | 9 | < 0.1% | |
| 19.17099953 | 9 | < 0.1% | |
| 14.57299995 | 9 | < 0.1% | |
| 14.50399971 | 9 | < 0.1% | |
| 14.73600006 | 9 | < 0.1% | |
| 12.92599964 | 9 | < 0.1% | |
| Other values (17371) | 40525 | 99.4% |
| Value | Count | Frequency (%) | |
| -1.228000045 | 1 | < 0.1% | |
| -0.5230000019 | 1 | < 0.1% | |
| -0.298999995 | 1 | < 0.1% | |
| 0.02899999917 | 1 | < 0.1% | |
| 0.09099999815 | 1 | < 0.1% | |
| 0.1620000005 | 1 | < 0.1% | |
| 0.2630000114 | 1 | < 0.1% | |
| 0.2730000019 | 1 | < 0.1% | |
| 0.3319999874 | 1 | < 0.1% | |
| 0.3379999995 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 30.52199936 | 1 | < 0.1% | |
| 30.05400085 | 1 | < 0.1% | |
| 29.85899925 | 1 | < 0.1% | |
| 29.75200081 | 1 | < 0.1% | |
| 29.60000038 | 1 | < 0.1% | |
| 29.57799911 | 1 | < 0.1% | |
| 29.55400085 | 1 | < 0.1% | |
| 29.4260006 | 1 | < 0.1% | |
| 29.4109993 | 1 | < 0.1% | |
| 29.36100006 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.487 | 0.072 | 0.004 | 0.833 | 0.765 | 0.600 | 0.132 | 0.886 | 0.073 | 0.342 | 17.948999 |
| 1 | 0.223 | 0.401 | 0.659 | 0.528 | 0.843 | 0.713 | 0.580 | 0.473 | 0.572 | 0.528 | 13.815000 |
| 2 | 0.903 | 0.913 | 0.940 | 0.979 | 0.561 | 0.744 | 0.627 | 0.818 | 0.309 | 0.510 | 20.766001 |
| 3 | 0.791 | 0.857 | 0.359 | 0.844 | 0.155 | 0.948 | 0.114 | 0.292 | 0.412 | 0.991 | 18.301001 |
| 4 | 0.326 | 0.593 | 0.085 | 0.927 | 0.926 | 0.633 | 0.431 | 0.326 | 0.031 | 0.730 | 22.989000 |
| 5 | 0.562 | 0.890 | 0.006 | 0.691 | 0.720 | 0.208 | 0.279 | 0.283 | 0.116 | 0.882 | 25.986000 |
| 6 | 0.481 | 0.613 | 0.499 | 0.572 | 0.914 | 0.783 | 0.204 | 0.428 | 0.828 | 0.487 | 17.150000 |
| 7 | 0.625 | 0.197 | 0.725 | 0.628 | 0.541 | 0.481 | 0.460 | 0.021 | 0.765 | 0.392 | 14.006000 |
| 8 | 0.210 | 0.519 | 0.029 | 0.610 | 0.724 | 0.515 | 0.371 | 0.731 | 0.575 | 0.730 | 18.566000 |
| 9 | 0.084 | 0.496 | 0.486 | 0.813 | 0.406 | 0.491 | 0.418 | 0.344 | 0.978 | 0.409 | 12.107000 |
Last rows
| X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | X10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 40758 | 0.827 | 0.531 | 0.939 | 0.337 | 0.107 | 0.228 | 0.861 | 0.553 | 0.011 | 0.027 | 16.594999 |
| 40759 | 0.078 | 0.020 | 0.851 | 0.543 | 0.614 | 0.272 | 0.592 | 0.001 | 0.193 | 0.628 | 10.087000 |
| 40760 | 0.895 | 0.817 | 0.672 | 0.304 | 0.530 | 0.152 | 0.239 | 0.706 | 0.136 | 0.705 | 13.575000 |
| 40761 | 0.551 | 0.825 | 0.813 | 0.451 | 0.954 | 0.679 | 0.468 | 0.088 | 0.879 | 0.302 | 20.125999 |
| 40762 | 0.487 | 0.102 | 0.495 | 0.418 | 0.067 | 0.262 | 0.445 | 0.898 | 0.152 | 0.845 | 6.958000 |
| 40763 | 0.911 | 0.960 | 0.205 | 0.224 | 0.703 | 0.531 | 0.061 | 1.000 | 0.337 | 0.444 | 8.797000 |
| 40764 | 0.673 | 0.533 | 0.086 | 0.097 | 0.123 | 0.405 | 0.674 | 0.752 | 0.772 | 0.624 | 14.518000 |
| 40765 | 0.052 | 0.644 | 0.645 | 0.838 | 0.466 | 0.360 | 0.177 | 0.849 | 0.153 | 0.683 | 11.611000 |
| 40766 | 0.835 | 0.074 | 0.780 | 0.916 | 0.621 | 0.410 | 0.342 | 0.466 | 0.896 | 0.447 | 15.360000 |
| 40767 | 0.537 | 0.490 | 0.169 | 0.638 | 0.726 | 0.605 | 0.907 | 0.394 | 0.495 | 0.991 | 19.325001 |